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You're reading from  Advanced Deep Learning with R

Product typeBook
Published inDec 2019
Reading LevelExpert
PublisherPackt
ISBN-139781789538779
Edition1st Edition
Languages
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Author (1)
Bharatendra Rai
Bharatendra Rai
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Bharatendra Rai

Bharatendra Rai is a chairperson and professor of business analytics, and the director of the Master of Science in Technology Management program at the Charlton College of Business at UMass Dartmouth. He received a Ph.D. in industrial engineering from Wayne State University, Detroit. He received a master's in quality, reliability, and OR from Indian Statistical Institute, India. His current research interests include machine learning and deep learning applications. His deep learning lecture videos on YouTube are watched in over 198 countries. He has over 20 years of consulting and training experience in industries such as software, automotive, electronics, food, chemicals, and so on, in the areas of data science, machine learning, and supply chain management.
Read more about Bharatendra Rai

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Handling image data

In this section, we will read image data into R and explore it further to understand the various characteristics of image data. The code for reading and displaying images is as follows:

# Libraries
library(keras)
library(EBImage)

# Reading and plotting images
setwd("~/Desktop/image18")
temp = list.files(pattern="*.jpg")
mypic <- list()
for (i in 1:length(temp)) {mypic[[i]] <- readImage(temp[i])}
par(mfrow = c(3,6))
for (i in 1:length(temp)) plot(mypic[[i]])
par(mfrow = c(1,1))

As you can see from the preceding code, we will make use of the keras and EBImage libraries. The EBImage library is useful for handling and exploring image data. We will start by reading 18 JPEG image files that are stored in the image18 folder of my computer. These images each contain 6 pictures of bicycles, cars, and airplanes that were downloaded from the internet....

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Advanced Deep Learning with R
Published in: Dec 2019Publisher: PacktISBN-13: 9781789538779

Author (1)

author image
Bharatendra Rai

Bharatendra Rai is a chairperson and professor of business analytics, and the director of the Master of Science in Technology Management program at the Charlton College of Business at UMass Dartmouth. He received a Ph.D. in industrial engineering from Wayne State University, Detroit. He received a master's in quality, reliability, and OR from Indian Statistical Institute, India. His current research interests include machine learning and deep learning applications. His deep learning lecture videos on YouTube are watched in over 198 countries. He has over 20 years of consulting and training experience in industries such as software, automotive, electronics, food, chemicals, and so on, in the areas of data science, machine learning, and supply chain management.
Read more about Bharatendra Rai